{"id":"W2781013299","doi":"10.1001/jamasurg.2017.4906","title":"Association of an Enhanced Recovery Pilot With Length of Stay in the National Surgical Quality Improvement Program","year":2017,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Interquartile range; Colectomy; Quality management; Cohort; Emergency medicine; Audit; Surgery; Internal medicine; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009773999,0.0003031011,0.0002847994,0.0006748202,0.0005529354,0.001001097,0.0008370676,0.0006023208,0.002103183],"category_scores_gemma":[0.04291651,0.0003310447,0.0005831731,0.0008142883,0.001060662,0.001303271,0.001972368,0.001407052,0.0001060599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002264692,"about_ca_system_score_gemma":0.003376273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007895053,"about_ca_topic_score_gemma":0.0077548,"domain_scores_codex":[0.9898459,0.005662213,0.0009100303,0.0009089318,0.001600391,0.001072531],"domain_scores_gemma":[0.9532058,0.01240787,0.0217947,0.003032795,0.003855819,0.005703085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007684915,0.0007481433,0.9890588,0.00003907006,0.0001141602,0.000053577,0.0001970695,0.0002289867,0.0001399942,0.00007845983,0.0004262884,0.008147021],"study_design_scores_gemma":[0.00006479923,0.001492205,0.9969631,0.00002943281,0.0000273781,0.00003741486,0.0003085266,0.0007604078,0.0001016903,0.00003254937,0.0001751997,0.000007399735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988309,0.0000906371,0.0002828982,0.0003665813,0.00001409858,0.00007343608,0.00008005587,0.0000146533,0.0002468407],"genre_scores_gemma":[0.9994642,0.00003196783,0.0002317794,0.00005215084,0.00001075294,0.00004019373,0.0000978291,0.000003105716,0.00006815908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009773999,"threshold_uncertainty_score":0.05169046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04176186985843404,"score_gpt":0.3405026362490596,"score_spread":0.2987407663906255,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}